{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/matplotlib/cbook.py:136: MatplotlibDeprecationWarning: The finance module has been deprecated in mpl 2.0 and will be removed in mpl 2.2. Please use the module mpl_finance instead.\n",
      "  warnings.warn(message, mplDeprecation, stacklevel=1)\n",
      "/usr/local/lib/python3.5/dist-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.finance as mpf\n",
    "from matplotlib.pylab import date2num\n",
    "from HuobiServices import *\n",
    "from DataUtils import *\n",
    "import talib\n",
    "import tensorflow as tf\n",
    "from tqdm import tqdm\n",
    "import seaborn as sns\n",
    "import os\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "lmap=lambda func,it: list(map(lambda x:func(x),it))\n",
    "lfilter=lambda func,it: list(filter(lambda x:func(x),it))\n",
    "z_score=lambda x:(x-np.mean(x,axis=0))/(np.std(x,axis=0)+1e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "class DRL_Crypto_portfolio(object):\n",
    "    def __init__(self, feature_number, action_size=1,c=1e-5, hidden_units_number=[128, 64], learning_rate=0.001):\n",
    "        tf.reset_default_graph()\n",
    "        self.s = tf.placeholder(dtype=tf.float32, shape=[None, feature_number], name='s')\n",
    "        self.d = tf.placeholder(dtype=tf.float32, shape=[None,action_size-1], name='d')\n",
    "        self.s_buffer=[]\n",
    "        self.d_buffer=[]\n",
    "        self.c=c\n",
    "        self.action_size=action_size\n",
    "        self.dropout_keep_prob = tf.placeholder(dtype=tf.float32, shape=[], name='dropout_keep_prob')\n",
    "        with tf.variable_scope('rnn_encoder', initializer=tf.contrib.layers.xavier_initializer(uniform=True), regularizer=tf.contrib.layers.l2_regularizer(0.01)):\n",
    "#             cell=self._add_GRU(units_number=128,keep_prob=self.dropout_keep_prob)\n",
    "            cells=self._add_GRUs(units_number=[128,action_size],activation=[tf.nn.relu,tf.nn.relu])\n",
    "            self.rnn_input=tf.expand_dims(self.s,axis=0)\n",
    "            self.rnn_output,_=tf.nn.dynamic_rnn(inputs=self.rnn_input,cell=cells,dtype=tf.float32)\n",
    "#             self.rnn_output=tf.contrib.layers.layer_norm(self.rnn_output)\n",
    "            self.a_prob=tf.unstack(self.rnn_output,axis=0)[0]\n",
    "            \n",
    "#         with tf.variable_scope('supervised',initializer=tf.contrib.layers.xavier_initializer(uniform=True), regularizer=tf.contrib.layers.l2_regularizer(0.01)):\n",
    "#             self.state_predict = self._add_dense_layer(inputs=self.rnn_output, output_shape=hidden_units_number, drop_keep_prob=self.dropout_keep_prob, act=tf.nn.relu, use_bias=True)\n",
    "#             self.state_predict = self._add_dense_layer(inputs=self.rnn_output, output_shape=[feature_number], drop_keep_prob=self.dropout_keep_prob, act=None, use_bias=True)\n",
    "#             self.state_loss=tf.losses.mean_squared_error(self.state_predict,self.s_next)\n",
    "            \n",
    "        with tf.variable_scope('direct_RL',initializer=tf.contrib.layers.xavier_initializer(uniform=True), regularizer=tf.contrib.layers.l2_regularizer(0.01)):\n",
    "#             self.rnn_output=tf.stop_gradient(self.rnn_output)\n",
    "#             self.a_prob = self._add_dense_layer(inputs=self.rnn_output, output_shape=hidden_units_number+[action_size], drop_keep_prob=self.dropout_keep_prob, act=tf.nn.relu, use_bias=True)\n",
    "#             self.a_prob = self._add_dense_layer(inputs=self.a_prob, output_shape=, drop_keep_prob=self.dropout_keep_prob, act=None, use_bias=True)\n",
    "            self.a_out = tf.nn.softmax(self.a_prob,axis=-1)\n",
    "            self.a_out = tf.concat((tf.zeros(dtype=tf.float32,shape=[1,self.action_size]), self.a_out), axis=0)\n",
    "            self.reward = tf.reduce_sum(self.d * self.a_out[:-1,:-1] - self.c * tf.abs(self.a_out[1:,:-1] - self.a_out[:-1,:-1]),axis=1)\n",
    "            self.total_reward = tf.reduce_sum(self.reward)\n",
    "            self.mean_reward = tf.reduce_mean(self.reward)\n",
    "            \n",
    "        with tf.variable_scope('train'):\n",
    "            optimizer = tf.train.AdamOptimizer(learning_rate=learning_rate)\n",
    "            self.train_op = optimizer.minimize(-self.mean_reward)\n",
    "        self.init_op = tf.global_variables_initializer()\n",
    "        self.session = tf.Session()\n",
    "        self.saver = tf.train.Saver()\n",
    "        \n",
    "    def init_model(self):\n",
    "        self.session.run(self.init_op)\n",
    "    \n",
    "    def _add_dense_layer(self, inputs, output_shape, drop_keep_prob, act=tf.nn.relu, use_bias=True):\n",
    "        output = inputs\n",
    "        for n in output_shape:\n",
    "            output = tf.layers.dense(output, n, activation=act, use_bias=use_bias)\n",
    "            output = tf.nn.dropout(output, drop_keep_prob)\n",
    "        return output\n",
    "    \n",
    "    def _add_GRU(self,units_number,activation=tf.nn.relu,keep_prob=1.0):\n",
    "        cell = tf.contrib.rnn.LSTMCell(units_number,activation=activation)\n",
    "        cell = tf.contrib.rnn.DropoutWrapper(cell, input_keep_prob=keep_prob)\n",
    "        return cell\n",
    "    \n",
    "    def _add_GRUs(self,units_number,activation,keep_prob=1.0):\n",
    "        cells=tf.contrib.rnn.MultiRNNCell(cells=[ self._add_GRU(units_number=n,activation=a) for n,a in zip(units_number,activation)])\n",
    "        return cells\n",
    "    \n",
    "    def _add_gru_cell(self, units_number, activation=tf.nn.relu):\n",
    "        return tf.contrib.rnn.GRUCell(num_units=units_number, activation=activation)\n",
    "    \n",
    "    def train(self, drop=0.85):\n",
    "#         np.random.shuffle(random_index)\n",
    "        feed = {\n",
    "            self.s: np.array(self.s_buffer),\n",
    "            self.d: np.array(self.d_buffer),\n",
    "            self.dropout_keep_prob: drop\n",
    "        }\n",
    "        self.session.run([self.train_op], feed_dict=feed)\n",
    "    \n",
    "    def restore_buffer(self):\n",
    "        self.s_buffer = []\n",
    "        self.d_buffer = []\n",
    "    def save_current_state(self,s,d):\n",
    "        self.s_buffer.append(s)\n",
    "        self.d_buffer.append(d)\n",
    "    \n",
    "    def trade(self,train=False, drop=1.0, prob=False):\n",
    "        feed = {\n",
    "            self.s: np.array(self.s_buffer),\n",
    "            self.dropout_keep_prob: drop\n",
    "        }\n",
    "        a_prob = self.session.run([self.a_out], feed_dict=feed)\n",
    "        a_prob = a_prob[-1][-1].flatten()\n",
    "        return a_prob\n",
    "    def load_model(self, model_path='./DRLModel'):\n",
    "        self.saver.restore(self.session, model_path + '/model')\n",
    "\n",
    "    def save_model(self, model_path='./DRLModel'):\n",
    "        if not os.path.exists(model_path):\n",
    "            os.mkdir(model_path)\n",
    "        model_file = model_path + '/model'\n",
    "        self.saver.save(self.session, model_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "assets=assets=['bat']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "asset_data=lfilter(lambda x:x[1] is not None,lmap(lambda x:(x,kline(x,interval='30min',count=2000)),assets))\n",
    "asset_data=lmap(lambda x:(x[0],generate_tech_data(x[1],close_name='close',high_name='high',low_name='low',open_name='open')),asset_data)\n",
    "asset_data=dict(asset_data)\n",
    "asset_data=pd.Panel(asset_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "model=DRL_Crypto_portfolio(action_size=asset_data.shape[0]+1,feature_number=asset_data.shape[2]*asset_data.shape[0],learning_rate=1e-3)\n",
    "model.init_model()\n",
    "model.restore_buffer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 train_reward -0.20988026 -0.00014085924\n",
      "0 test_reward 0.11156319 0.00025529333\n",
      "1 train_reward -0.1193928 -8.012939e-05\n",
      "1 test_reward 0.06607037 0.00015119078\n",
      "2 train_reward -0.11566612 -7.762827e-05\n",
      "2 test_reward 0.10894904 0.0002493113\n",
      "3 train_reward -0.05081929 -3.4106906e-05\n",
      "3 test_reward 0.10464406 0.00023946009\n",
      "4 train_reward 0.016102433 1.0807003e-05\n",
      "4 test_reward 0.11122994 0.00025453075\n",
      "5 train_reward 0.15590574 0.000104634724\n",
      "5 test_reward 0.13650985 0.00031237953\n",
      "6 train_reward 0.26429778 0.00017738107\n",
      "6 test_reward -0.006009415 -1.3751522e-05\n",
      "7 train_reward 0.29222578 0.00019612469\n",
      "7 test_reward 0.080391824 0.00018396298\n",
      "8 train_reward 0.16453628 0.000110427034\n",
      "8 test_reward 0.14932051 0.00034169454\n",
      "9 train_reward 0.27945355 0.00018755271\n",
      "9 test_reward 0.13078636 0.00029928228\n",
      "10 train_reward 0.2589702 0.0001738055\n",
      "10 test_reward 0.12590584 0.00028811407\n",
      "11 train_reward 0.24600175 0.00016510184\n",
      "11 test_reward 0.097795956 0.00022378938\n",
      "12 train_reward 0.20099095 0.00013489326\n",
      "12 test_reward 0.14453427 0.00033074204\n",
      "13 train_reward 0.3371183 0.00022625389\n",
      "13 test_reward 0.11942891 0.0002732927\n",
      "14 train_reward 0.34734842 0.00023311975\n",
      "14 test_reward 0.057775788 0.00013221004\n",
      "15 train_reward 0.44662678 0.00029974952\n",
      "15 test_reward 0.042224623 9.662385e-05\n",
      "16 train_reward 0.47006464 0.0003154796\n",
      "16 test_reward 0.011066718 2.5324298e-05\n",
      "17 train_reward 0.5504563 0.00036943375\n",
      "17 test_reward 0.042601574 9.748644e-05\n",
      "18 train_reward 0.59059274 0.00039637098\n",
      "18 test_reward 0.06969435 0.00015948364\n",
      "19 train_reward 0.63946164 0.0004291689\n",
      "19 test_reward 0.053214274 0.000121771795\n",
      "20 train_reward 0.6180021 0.00041476652\n",
      "20 test_reward 0.13108334 0.0002999619\n",
      "21 train_reward 0.20314136 0.00013633649\n",
      "21 test_reward 0.0731924 0.00016748834\n",
      "22 train_reward 0.6178198 0.00041464416\n",
      "22 test_reward -0.001644738 -3.7637026e-06\n",
      "23 train_reward 0.59289193 0.00039791406\n",
      "23 test_reward 0.033160597 7.588237e-05\n",
      "24 train_reward 0.31619442 0.00021221102\n",
      "24 test_reward -0.074530706 -0.00017055082\n",
      "25 train_reward 0.43270612 0.00029040678\n",
      "25 test_reward 0.019826058 4.5368553e-05\n",
      "26 train_reward 0.36156893 0.00024266371\n",
      "26 test_reward -0.16143441 -0.00036941512\n",
      "27 train_reward 0.5709203 0.000383168\n",
      "27 test_reward -0.15437682 -0.00035326503\n",
      "28 train_reward 0.6729728 0.0004516596\n",
      "28 test_reward -0.17285019 -0.0003955382\n",
      "29 train_reward 0.41692162 0.00027981316\n",
      "29 test_reward 0.079316646 0.00018150262\n"
     ]
    }
   ],
   "source": [
    "normalize_length=20\n",
    "train_length=1500\n",
    "batch_size=64\n",
    "c=1e-5\n",
    "epoch=30\n",
    "train_r=[]\n",
    "train_mean_r=[]\n",
    "test_r=[]\n",
    "test_mean_r=[]\n",
    "for e in range(epoch):\n",
    "    train_reward=[]\n",
    "    train_actions=[]\n",
    "    test_reward=[]\n",
    "    test_actions=[]\n",
    "    previous_action=np.zeros(asset_data.shape[0]+1)\n",
    "    for t in range(normalize_length,train_length):\n",
    "        state=asset_data[:,t-normalize_length:t,:]\n",
    "        diff=state[:,:,'diff'].iloc[-1]\n",
    "        state=state.values\n",
    "        state=state.reshape((state.shape[1],state.shape[0]*state.shape[2]))\n",
    "        state=z_score(state)[None,-1]\n",
    "        model.save_current_state(s=state[0],d=diff.values)\n",
    "        action=model.trade(state)\n",
    "        r=np.sum(asset_data[:,:,'diff'].iloc[t].values*action[:-1]-c*np.sum(np.abs(previous_action-action)))\n",
    "        previous_action=action\n",
    "        train_reward.append(r)\n",
    "        train_actions.append(action)\n",
    "        if t % batch_size == 0:\n",
    "            model.train(drop=0.8)\n",
    "            model.restore_buffer()\n",
    "    print(e,'train_reward',np.sum(train_reward),np.mean(train_reward))\n",
    "    train_r.append(np.sum(train_reward))\n",
    "    train_mean_r.append(np.mean(train_reward))\n",
    "    previous_action=np.zeros(asset_data.shape[0]+1)\n",
    "    for t in range(train_length,asset_data.shape[1]):\n",
    "        state=asset_data[:,t-normalize_length:t,:]\n",
    "        diff=state[:,:,'diff'].iloc[-1]\n",
    "        state=state.values\n",
    "        state=state.reshape((state.shape[1],state.shape[0]*state.shape[2]))\n",
    "        state=z_score(state)[None,-1]\n",
    "        model.save_current_state(s=state[0],d=diff.values)\n",
    "        action=model.trade(state)\n",
    "        r=np.sum(asset_data[:,:,'diff'].iloc[t].values*action[:-1]-c*np.sum(np.abs(previous_action-action)))\n",
    "        test_reward.append(r)\n",
    "        test_actions.append(action)\n",
    "        previous_action=action\n",
    "        if t % batch_size==0:\n",
    "            model.restore_buffer()\n",
    "    print(e,'test_reward',np.sum(test_reward),np.mean(test_reward))\n",
    "    test_r.append(np.sum(test_reward))\n",
    "    test_mean_r.append(np.mean(test_reward))\n",
    "    model.restore_buffer()\n",
    "    if np.sum(np.sum(test_reward))>0.3: break\n",
    "model.restore_buffer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0c475a59e8>]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GHl+7w3ZtzyUowI9Lhic65Py+zhro88prWtTxl56/p5Cev5eoa2zi9fXZXDi0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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0c475a5a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(train_r)\n",
    "plt.plot(test_r)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0c00ddb0b8>]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LUpCV6Hoz4JjMON5YuY9tB2v4ZmcFJUeO8Vdf92M5ERESWxl7B2x4U0f8TLjP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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0c00ddb6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(train_mean_r)\n",
    "plt.plot(test_mean_r)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0c00305940>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QCVcN64b1D030+bor3/gJ+8qj90MeD+SPx46j1W77bZpmn0Bq/odPeTadFuks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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0c00c22dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "asset_data[:,:,'diff'].sum(axis=1).cumsum().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0c00260400>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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O7RnPK5ef6nKsRVggAMO7xjK8a2yj100IIRqTX+Xztydiiw4N9HJNhBDCu3zy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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0c002543c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.DataFrame(train_reward,index=asset_data[:,normalize_length:train_length,'diff'].index,columns=['return']).cumsum().plot()\n",
    "asset_data[:,normalize_length:train_length,'diff'].sum(axis=1).cumsum().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0c00162b00>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TUj4IPAgwf/582cPuGo2mrwRarEYopqW/7W1w2NwrTg9tgRDz73yHa48fz+nT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\npK+UUiOIJn2llBpB/h/rQ6+ifxpjfQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0c0016db38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.DataFrame(test_reward,index=asset_data[:,train_length:,'diff'].index,columns=['return']).cumsum().plot()\n",
    "asset_data[:,train_length:,'diff'].sum(axis=1).cumsum().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0c000e53c8>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wSxQeAY7Its3uUX37dz2jwcZtkW8n+zAzMzMzMzOzOoNas0fSBOBEYCUwpjSg8gIwplnb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REREREe8Rb3M+O/jplwGd2VO24hwBLAMOrC2oPA8c2Kmt7XVUb/s8DawHXrF9b4uqo4BnatfP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\nIiIiIiIiIiJ2IP8/mKg/gXqUmwoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0c4ccae828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_action_df=pd.DataFrame(test_actions,index=asset_data[:,train_length:,'diff'].index,columns=list(asset_data.items)+['cash'])\n",
    "plt.figure(figsize=(18,30))\n",
    "sns.heatmap(test_action_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    ""
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3.0
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": "block",
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}